An expert team embedded inside your organization to design, deploy, and operate your Sovereign AI stack — engineered for maximum intelligence at the lowest cost. From model selection and fine-tuning to inference routing, policy, and cost governance — we do the work with you, in your infrastructure.
It's a multi-quarter organizational change — model choice, data plumbing, evaluation, governance, inference economics, and change management. That's why select enterprises get up to 500 free hours of Tuning Engines White Glove — our team, in your infrastructure, standing the platform up to its full extent.
The real barrier to owning your intelligence isn't capability — it's enablement. So we take it on. We'd rather earn our place by doing the work than ask you to take the leap alone. When Tuning Engines earns its place, we stay with you for the long run.
Technology is only half the solution. The other half is getting it working inside a complex organization — and staying in it for the long run. That's the partnership you get with White Glove.
We document every model, agent, MCP tool, dataset, and workflow — the legacy pipes, the shadow spend, and the edge cases. You get a full inventory of where intelligence lives, what it costs, and where value leaks.
We implement from inside your infrastructure — gateway, routing, fine-tuning pipelines, evaluation gates, and policy-as-code. When something doesn't fit, we build the bridge. Cost-efficient inference is wired in from day one.
Your team owns the platform. Our team stays close — tuning routes, chasing savings, running evaluations, and adapting policy as your business evolves. Intelligence compounds while costs come down.
White Glove is scoped to a measurable business outcome — not hours billed. Every engagement ends with your team operating the platform, and your P&L reflecting the savings.
Right-sized open, frontier, and tuned models chosen per task — never over-paying a giant model to do small work.
Cost-efficient inference, routing, caching, and BYOC — typical customers save >20% on AI spend within the first quarter.
Policy-as-code, audit trails, and data residency baked in. Your models, your data, your rules — from day one.
Legacy data stacks, hybrid cloud, regulated industries, sprawling model portfolios, or fast-growing agent footprints — if that's you, let's talk. White Glove is where enterprises without an in-house AI platform team still get a Sovereign AI outcome.